﻿// Accord Unit Tests
// The Accord.NET Framework
// http://accord-framework.net
//
// Copyright © César Souza, 2009-2017
// cesarsouza at gmail.com
//
//    This library is free software; you can redistribute it and/or
//    modify it under the terms of the GNU Lesser General Public
//    License as published by the Free Software Foundation; either
//    version 2.1 of the License, or (at your option) any later version.
//
//    This library is distributed in the hope that it will be useful,
//    but WITHOUT ANY WARRANTY; without even the implied warranty of
//    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
//    Lesser General Public License for more details.
//
//    You should have received a copy of the GNU Lesser General Public
//    License along with this library; if not, write to the Free Software
//    Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA  02110-1301  USA
//

namespace Accord.Tests.MachineLearning
{
    using System;
    using System.IO;
    using System.Runtime.Serialization.Formatters.Binary;
    using Accord.MachineLearning;
    using Accord.Math;
    using NUnit.Framework;
    using Accord.Statistics.Models.Regression;
    using Accord.Statistics.Models.Regression.Fitting;
    using System.Linq;
    using System.Collections.Generic;

    [TestFixture]
    public class TfIdfTest
    {

        [Test]
        public void learn_test()
        {
            #region doc_learn
            // The Term-Frequency/Inverse-Document-Frequency model can be used to 
            // extract finite-length feature vectors from sequences of arbitrary 
            // length, like for example, texts:

            string[] texts =
            {
                @"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Maecenas molestie malesuada 
                  nisi et placerat. Curabitur blandit porttitor suscipit. Nunc facilisis ultrices felis,
                  vitae luctus arcu semper in. Fusce ut felis ipsum. Sed faucibus tortor ut felis placerat
                  euismod. Vestibulum pharetra velit et dolor ornare quis malesuada leo aliquam. Aenean 
                  lobortis, tortor iaculis vestibulum dictum, tellus nisi vestibulum libero, ultricies 
                  pretium nisi ante in neque. Integer et massa lectus. Aenean ut sem quam. Mauris at nisl 
                  augue, volutpat tempus nisl. Suspendisse luctus convallis metus, vitae pretium risus 
                  pretium vitae. Duis tristique euismod aliquam",

                @"Sed consectetur nisl et diam mattis varius. Aliquam ornare tincidunt arcu eget adipiscing. 
                  Etiam quis augue lectus, vel sollicitudin lorem. Fusce lacinia, leo non porttitor adipiscing, 
                  mauris purus lobortis ipsum, id scelerisque erat neque eget nunc. Suspendisse potenti. Etiam 
                  non urna non libero pulvinar consequat ac vitae turpis. Nam urna eros, laoreet id sagittis eu,
                  posuere in sapien. Phasellus semper convallis faucibus. Nulla fermentum faucibus tellus in 
                  rutrum. Maecenas quis risus augue, eu gravida massa."
            };

            string[][] words = texts.Tokenize();

            // Create a new TF-IDF with options:
            var codebook = new TFIDF()
            {
                Tf = TermFrequency.Log,
                Idf = InverseDocumentFrequency.Default
            };

            // Compute the codebook (note: this would have to be done only for the training set)
            codebook.Learn(words);


            // Now, we can use the learned codebook to extract fixed-length
            // representations of the different texts (paragraphs) above:

            // Extract a feature vector from the text 1:
            double[] bow1 = codebook.Transform(words[0]);

            // Extract a feature vector from the text 2:
            double[] bow2 = codebook.Transform(words[1]);

            // we could also have transformed everything at once, i.e.
            // double[][] bow = codebook.Transform(words);


            // Now, since we have finite length representations (both bow1 and bow2 should
            // have the same size), we can pass them to any classifier or machine learning
            // method. For example, we can pass them to a Logistic Regression Classifier to
            // discern between the first and second paragraphs

            // Lets create a Logistic classifier to separate the two paragraphs:
            var learner = new IterativeReweightedLeastSquares<LogisticRegression>()
            {
                Tolerance = 1e-4,  // Let's set some convergence parameters
                Iterations = 100,  // maximum number of iterations to perform
                Regularization = 0
            };

            // Now, we use the learning algorithm to learn the distinction between the two:
            LogisticRegression reg = learner.Learn(new[] { bow1, bow2 }, new[] { false, true });

            // Finally, we can predict using the classifier:
            bool c1 = reg.Decide(bow1); // Should be false
            bool c2 = reg.Decide(bow2); // Should be true
            #endregion

            Assert.AreEqual(bow1.Length, 99);
            Assert.AreEqual(bow2.Length, 99);

            Assert.AreEqual(bow1.Sum(), 32.123969649679466, 1e-10);
            Assert.AreEqual(bow2.Sum(), 25.344474857928049, 1e-10);

            Assert.IsFalse(c1);
            Assert.IsTrue(c2);
        }

#if !NETSTANDARD2_0
        [Test]
        [Ignore("This test can only be executed in x64")]
        public void learn_test1()
        {
            string s786433 = "9:1 24:3 43:5 54:2 74:1 110:1 117:1 136:2 140:2 170:1 222:1 238:1 277:1 311:1 321:1 433:1 586:1 606:4 652:2 660:1 702:1 768:1 842:1 869:1 929:2 1059:1 1122:1 1160:1 1193:5 1336:1 1449:1 1679:2 1765:1 1802:2 1988:1 2250:2 2296:1 2409:1 2532:1 2555:1 2910:2 3006:3 3160:1 5988:1 6794:1 7761:1 8304:1 10497:1 13337:1 37313:1 39925:4";
            var expected = Sparse.Parse(s786433);

            string path = Path.Combine(TestContext.CurrentContext.WorkDirectory, "tmp");
            var rcv1v2 = new Accord.DataSets.RCV1v2(path, downloadTestingSet: false);

            string[][] trainWords = rcv1v2.Training.Item1;
            bool[] trainOutputs = rcv1v2.Training.Item2.Apply(x => x.Contains("CCAT"));

            string[] words = rcv1v2.Documents[786433];

            string str = words.ToCSharp();
            Assert.IsTrue(words.IsEqual(new[] { "stabl", "half", "deprec", "deprec", "cycl", "recent", "issu", "corp", "earn", "earn", "acquir", "calendar", "program", "austral", "time", "coca", "year", "year", "year", "bottl", "bottl", "account", "miquel", "econom", "soft", "soft", "expos", "manag", "manag", "manag", "manag", "manag", "move", "cola", "compan", "compan", "insitut", "peso", "peso", "peso", "peso", "peso", "cole", "full", "told", "direct", "san", "drink", "drink", "april", "minim", "minim", "effect", "effect", "outlook", "unresolut", "secur", "expect", "expect", "incorpor", "posit", "philippin", "philippin", "philippin", "amatil", "amatil", "amatil", "amatil", "long", "luncheon", "volatil", "operat", "downturn", "norb", "exper", "currenc", "currenc", "currenc", "currenc", "thursday" }));

            int[] expectedOutputs = { 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0 };
            int[] expectedIds = { 2286, 2287, 2288, 2289, 2290, 2291, 2292, 2293, 2294, 2295, 2296, 2297, 2298, 2299, 2300, 2301, 2302, 2303, 2304, 2305, 2306, 2307, 2308, 2309, 2310, 2311, 2312, 2313, 2314, 2315, 2316, 2317, 2318, 2319, 2320, 2321, 2322 };

            for (int i = 0; i < expectedOutputs.Length; i++)
            {
                bool e = expectedOutputs[i] == 1;
                int j = expectedIds[i];
                HashSet<string> a = rcv1v2.DocumentToClassLabel[j];
                bool c = a.Contains("CCAT");
                Assert.AreEqual(e, c);
            }

            // Compute Bag-of-Words 
            TFIDF tfidf = new TFIDF()
            {
                Tf = TermFrequency.Default,
                Idf = InverseDocumentFrequency.Unary
            };

            tfidf.Learn(trainWords);

            Assert.AreEqual(47152, tfidf.NumberOfWords);
            Assert.AreEqual(23149, tfidf.NumberOfDocuments);
            Assert.AreEqual(47152, tfidf.NumberOfOutputs);
            Assert.AreEqual(-1, tfidf.NumberOfInputs);

            var actual = Sparse.FromDense(tfidf.Transform(words));

            Assert.IsTrue(actual.ToDense(tfidf.NumberOfWords).IsEqual(expected.ToDense(tfidf.NumberOfWords)));
        }


        [Test]
        [Ignore("This test can only be executed in x64")]
        public void learn_test2()
        {
            string path = Path.Combine(TestContext.CurrentContext.WorkDirectory, "tmp");
            var rcv1v2 = new Accord.DataSets.RCV1v2(path, downloadTestingSet: false);

            // Note: Leon Bottou's SGD inverts training and 
            // testing when benchmarking in this dataset
            string[][] trainWords = rcv1v2.Testing.Item1;
            string[][] testWords = rcv1v2.Training.Item1;

            // Create a TF-IDF considering only words that
            // exist in both the training and testing sets
            TFIDF tfidf = new TFIDF(testWords)
            {
                Tf = TermFrequency.Log,
                Idf = InverseDocumentFrequency.Default,
            };

            // Learn the training set
            tfidf.Learn(trainWords);

            double[] expected = { 30074, 3618, 29870, 18127, 234833, 23047, 26106, 13893, 106982, 90462, 15228, 543, 161308, 127560, 146824, 56958, 171612, 114592, 134082, 208998, 129185, 23530, 64959, 345056, 51489, 91265, 8143, 2235, 44, 5530, 13973, 72837, 101425, 11006, 74096, 30736, 114, 7260, 127430, 17794, 62687, 32165, 11510, 910, 171699, 74903, 27175, 46091, 135765, 169477, 270092, 82427, 83676, 189030, 155830, 38840, 46632, 1012, 9969, 60957, 85807, 25255, 45727, 175115, 61126, 25847, 50260, 929, 263267, 195244, 286, 32499, 193047, 93845, 54178, 42572, 16340, 16791, 86480, 33148, 41287, 43787, 1725, 60768, 66706, 20248, 53991, 5614, 48234, 89740, 46786, 27913, 9218, 1441, 34419, 654, 17, 59708, 43368, 1672, 55061, 99855, 53719, 33668, 14984, 60327, 56967, 19196, 8517, 97319, 44812, 51204, 1221, 30, 12932, 2241, 69128, 1451, 12970, 12058, 58502, 13293, 18252, 23330, 60361, 61181, 3421, 34762, 604, 53679, 42318, 1426, 42882, 157, 39091, 62602, 4749, 59130, 1620, 215723, 40043, 20213, 2667, 43215, 5084, 19292, 95481, 13579, 3673, 2106, 15810, 37976, 11937, 3840, 4971, 13028, 11976, 18856, 1706, 1111, 102425, 232, 25010, 274, 17427, 33001, 44923, 7484, 88075, 62045, 21524, 12521, 14982, 9324, 51221, 27068, 10165, 4180, 127603, 48873, 35582, 88619, 90815, 40242, 4335, 827, 32792, 252766, 94102, 5753, 60438, 32001, 76890, 1728, 9538, 24543, 27580, 3297, 17827, 18026, 5, 409, 24, 8002, 7353, 395, 37627, 47349, 73524, 86878, 438, 4332, 51659, 135, 48366, 49, 108767, 102851, 11723, 52577, 54234, 30913, 100239, 102139, 50187, 4928, 97, 24185, 134529, 91008, 84727, 74819, 152960, 90448, 1529, 131170, 7637, 93288, 82340, 119629, 12085, 30243, 1863, 9118, 4892, 4940, 33782, 616, 11164, 9326, 2499, 105625, 37745, 42165, 30859, 7025, 105465, 53662, 87727, 17892, 1987, 26997, 31172, 51502, 17649, 259, 35522, 15060, 123780, 1694, 154589, 6512, 369, 52618, 22062, 110317, 125347, 8501, 11042, 52215, 11256, 19249, 38640, 136192, 500, 215194, 8969, 137206, 958, 1053, 33970, 7075, 149313, 345, 69791, 62710, 86112, 63172, 1697, 24043, 11235, 73825, 7691, 2126, 78336, 25098, 19436, 5512, 46652, 18695, 57492, 50472, 31068, 343, 67849, 6244, 98, 33211, 82679, 75151, 41727, 22346, 41642, 956, 4725, 102937, 87830, 7, 4060, 677, 3921, 19789, 686, 52849, 3198, 69444, 66265, 90654, 105500, 5270, 46396, 50649, 19510, 33166, 26903, 33803, 51045, 79095, 48850, 8418, 10764, 7497, 38368, 62995, 9715, 2, 32492, 19832, 46529, 34191, 102, 8358, 44241, 96337, 108652, 4825, 9159, 24629, 16475, 46972, 12624, 3052, 24598, 63065, 801, 11989, 9301, 22030, 25406, 52508, 55832, 7428, 8229, 12928, 18232, 40757, 28721, 73970, 29474, 18758, 737, 1439, 38147, 39334, 7788, 564, 15997, 1764, 11299, 51801, 1373, 43, 2399, 4496, 8516, 17018, 2989, 57, 23, 133, 25172, 11736, 3326, 1451, 51642, 156, 164854, 567, 3363, 692, 12915, 13323, 3465, 1262, 17453, 29856, 2873 };
            Assert.IsTrue(expected.IsEqual(tfidf.Counts.Get(0, expected.Length)));

            string[][] queryWords = new[]
            {
                rcv1v2.Documents[24593],
                rcv1v2.Documents[24594]
            };

            Sparse<double>[] actualVectors = tfidf.Transform(queryWords, new Sparse<double>[queryWords.Length]);

            actualVectors.Divide(actualVectors.Euclidean(dimension: 1), result: actualVectors);

            var expectedVectors = new[]
            {
                Sparse.Parse("20:0.0494239 54:0.0531878 55:0.0604271 57:0.105649 73:0.0523996 102:0.0771085 166:0.118608 170:0.0949449 229:0.138375 236:0.0668843 240:0.0703364 269:0.0690578 365:0.0739439 388:0.0883555 464:0.104715 524:0.11728 535:0.163377 555:0.0762535 679:0.104545 724:0.0796154 769:0.271351 802:0.117418 1060:0.197101 1094:0.222012 1099:0.116165 1102:0.111041 1127:0.0632786 1340:0.132843 1455:0.116571 1629:0.0849585 2234:0.231311 2298:0.0426296 2533:0.15629 3434:0.152626 4518:0.240619 4965:0.169329 7330:0.31824 11017:0.185248 15621:0.507926"),
                Sparse.Parse("14:0.0404437 16:0.0584364 21:0.0401612 24:0.0435181 39:0.0404664 51:0.0237028 53:0.0498528 54:0.0316664 65:0.0962729 69:0.0410995 70:0.0309446 86:0.0815167 102:0.0777292 106:0.057154 119:0.0914566 136:0.0953714 140:0.048625 142:0.0815553 170:0.0565273 180:0.0618527 189:0.0472323 224:0.0454034 236:0.0398209 247:0.118679 252:0.0446545 254:0.136719 259:0.0487978 262:0.0750971 271:0.0361549 277:0.0408342 288:0.0388169 338:0.0813817 376:0.0932117 433:0.0700354 437:0.0627804 497:0.0549407 533:0.0356101 573:0.0987343 613:0.0781143 660:0.0379027 724:0.0474006 811:0.0963734 982:0.1119 990:0.159045 992:0.0644076 1012:0.0531697 1033:0.0604932 1102:0.0661104 1127:0.0376742 1178:0.0906274 1397:0.0750253 1590:0.177359 1654:0.0738468 1666:0.0433716 1810:0.0807604 1873:0.120459 1993:0.182079 2031:0.0932639 2039:0.214376 2298:0.0253804 2299:0.152097 2506:0.0693954 2661:0.0869141 3477:0.103285 3898:0.102991 4504:0.142213 4525:0.150699 4546:0.238802 4547:0.125859 5588:0.155698 26595:0.298579 26596:0.167426 45681:0.532552")
            };

            for (int i = 0; i < queryWords.Length; i++)
            {
                double[] e = expectedVectors[i].ToDense(tfidf.NumberOfWords);
                double[] a = actualVectors[i].ToDense(tfidf.NumberOfWords);
                Assert.IsTrue(e.IsEqual(a, rtol: 1e-4));
            }
        }

        [Test]
        public void learn_test3()
        {
            string path = Path.Combine(TestContext.CurrentContext.WorkDirectory, "tmp");
            var rcv1v2 = new Accord.DataSets.RCV1v2(path, downloadTestingSet: false);

            string[][] trainWords = rcv1v2.Training.Item1;

            string[] words = rcv1v2.Documents[22633];

            string str = words.ToCSharp();
            Assert.IsTrue(words.IsEqual(new[] { "econom", "illinoi", "illinoi", "beneex", "beneex", "receiv", "climb", "data", "trend", "decreas", "file", "file", "layoff", "layoff", "layoff", "employ", "week", "week", "week", "week", "week", "week", "week", "week", "week", "week", "week", "week", "report", "report", "report", "stat", "stat", "stat", "level", "million", "million", "thursday", "end", "end", "end", "industr", "industr", "industr", "increas", "consid", "prior", "prior", "time", "reason", "unemploy", "rose", "rose", "rose", "rose", "cite", "cite", "volatil", "ongo", "numb", "figur", "figur", "initial", "initial", "initial", "servic", "servic", "agricultur", "move", "depart", "depart", "accurat", "period", "period", "job", "claim", "claim", "claim", "claim", "claim", "claim", "claim", "basi", "basi", "americ", "unadjust", "unadjust", "aug", "aug", "aug", "aug", "gave", "compar", "virgin", "virgin", "labor", "wall", "automobil", "street", "prev", "exceed", "exceed", "total", "total", "aver", "aver", "late", "late", "late", "consecut", "few", "few", "few", "manufactur", "measur", "delawar", "forecast", "fourth", "californ", "californ", "trad" }));


            TFIDF tfidf = new TFIDF(trainWords)
            {
                Tf = TermFrequency.Log,
                Idf = InverseDocumentFrequency.Default,
            };

            // Learn the training set
            tfidf.Learn(trainWords);

            var strcount = tfidf.Counts.ToCSharp();
            var stridf = tfidf.InverseDocumentFrequency.ToCSharp();

            int[] expectedCounts = new int[] { 1012, 97, 792, 602, 6647, 663, 689, 428, 3149, 2697, 451, 20, 5010, 3478, 4339, 1497, 5098, 3368, 4155, 6294, 3823, 653, 2096, 10049, 1380, 2595, 204, 56, 1, 107, 354, 2271, 2853, 310, 2149, 836, 5, 199, 3575, 340, 1152, 915, 303, 33, 5037, 1841, 713, 1292, 3928, 5187, 8094, 2293, 2406, 5610, 4530, 1089, 1353, 35, 291, 1922, 2482, 411, 1418, 5112, 1722, 676, 1539, 22, 8000, 5183, 14, 868, 5637, 2680, 1528, 1292, 458, 573, 2635, 1035, 1189, 1112, 60, 1648, 1877, 553, 1596, 142, 1513, 2516, 1377, 789, 273, 25, 922, 19, 1, 1588, 1085, 31, 1780, 2872, 1519, 812, 449, 1718, 1770, 528, 275, 2814, 1248, 1403, 30, 5, 341, 73, 1981, 35, 339, 396, 1663, 412, 514, 626, 1848, 1827, 81, 964, 12, 1523, 1220, 40, 1189, 16, 1120, 1637, 151, 1675, 53, 6041, 1115, 597, 99, 1390, 123, 543, 2616, 328, 104, 88, 612, 1069, 316, 80, 141, 427, 319, 552, 47, 45, 2750, 9, 797, 12, 603, 932, 1356, 245, 2570, 900, 662, 380, 394, 297, 1471, 818, 264, 125, 3590, 1369, 898, 2835, 2621, 1107, 113, 23, 967, 7658, 2587, 96, 1786, 947, 2248, 70, 306, 816, 874, 93, 366, 500, 3, 17, 2, 279, 260, 12, 1079, 1173, 2096, 2387, 9, 124, 1498, 6, 1229, 2, 3139, 2873, 332, 1629, 1646, 726, 2963, 2862, 1490, 170, 3, 683, 3465, 2511, 2371, 2166, 4764, 2485, 67, 3894, 197, 2720, 2582, 3546, 305, 909, 53, 286, 163, 161, 938, 34, 343, 220, 89, 2910, 987, 1232, 902, 190, 2989, 1608, 2444, 443, 49, 648, 874, 1248, 651, 8, 979, 412, 3498, 57, 4163, 187, 27, 1447, 723, 3434, 3579, 258, 270, 1485, 334, 505, 1182, 3664, 19, 6129, 207, 3946, 31, 43, 964, 218, 4646, 45, 1956, 2198, 2488, 1799, 96, 661, 377, 2003, 225, 72, 2355, 755, 623, 126, 1464, 537, 2610, 1421, 777, 13, 1980, 317, 8, 836, 2320, 2162, 1163, 639, 1227, 46, 194, 2932, 2280, 7, 154, 50, 120, 597, 51, 1508, 89, 3008, 1903, 3064, 2987, 166, 1458, 1568, 429, 963, 569, 758, 1178, 2209, 1375, 299, 356, 230, 1066, 1551, 345, 9, 993, 593, 1432, 1192, 22, 210, 1220, 2813, 3158, 150, 254, 721, 437, 1502, 400, 154, 672, 1883, 28, 361, 287, 680, 637, 1469, 1635, 181, 240, 360, 450, 1124, 843, 2214, 845, 607, 15, 62, 960, 1113, 181, 17, 453, 58, 324, 1563, 39, 1, 71, 149, 239, 464, 83, 1, 1, 2, 710, 278, 173, 34, 1667, 1, 4666, 27, 92, 15, 317, 314, 95, 41, 580, 830, 94, 715, 57, 167, 101, 202, 3412, 1113, 28, 156, 1292, 1806, 941, 571, 936, 200, 1169, 675, 259, 31, 278, 131, 163, 80, 1925, 118, 2260, 2253, 414, 514, 362, 81, 1308, 434, 154, 626, 1539, 3227, 644, 418, 522, 829, 1186, 126, 3592, 84, 52, 668, 328, 1110, 1208, 1409, 544, 982, 1778, 558, 179, 617, 31, 14, 4, 1087, 1032, 117, 26, 111, 484, 1557, 611, 1044, 1997, 92, 107, 570, 1012, 88, 296, 744, 209, 2714, 217, 69, 576, 1680, 1581, 1040, 35, 1755, 36, 1358, 44, 354, 213, 40, 317, 637, 86, 911, 318, 4663, 279, 485, 779, 462, 88, 731, 5084, 581, 3372, 60, 238, 97, 311, 518, 176, 481, 455, 327, 1547, 1694, 3530, 763, 1929, 1851, 276, 318, 1871, 251, 2889, 470, 416, 2371, 786, 1135, 896, 77, 72, 781, 589, 6, 310, 3, 198, 29, 226, 222, 2669, 529, 2029, 998, 303, 949, 344, 712, 631, 370, 302, 477, 1373, 2157, 1524, 754, 141, 55, 267, 419, 795, 767, 140, 53, 127, 8, 20, 204, 599, 95, 306, 13, 208, 1061, 435, 941, 234, 34, 388, 126, 4247, 673, 217, 1522, 2123, 126, 4, 3506, 24, 866, 1327, 376, 1485, 677, 1239, 1301, 1228, 915, 881, 148, 75, 147, 76, 249, 704, 1488, 42, 205, 113, 1749, 40, 2520, 608, 806, 806, 155, 529, 66, 1152, 487, 339, 36, 3693, 256, 558, 174, 6, 3986, 357, 7, 308, 1411, 119, 4, 255, 416, 61, 644, 79, 37, 1382, 104, 566, 572, 227, 2672, 1422, 148, 317, 277, 55, 1151, 11, 742, 63, 320, 278, 1141, 246, 48, 685, 536, 55, 281, 268, 24, 5, 44, 255, 2435, 103, 122, 5, 7, 27, 464, 624, 60, 16, 1, 39, 27, 3, 4, 19, 4, 9, 8, 253, 1, 935, 1331, 183, 1798, 92, 50, 27, 132, 10, 11, 442, 46, 4, 8, 16, 5, 520, 239, 285, 6, 107, 247, 12, 161, 185, 13, 58, 10, 717, 335, 34, 43, 570, 391, 1440, 618, 638, 589, 57, 132, 289, 1363, 527, 8, 1461, 1250, 1118, 161, 180, 106, 2098, 602, 9, 115, 191, 232, 66, 180, 74, 581, 468, 775, 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1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 4, 4, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 2, 2, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 4, 2, 1, 5, 3, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 3, 4, 1, 3, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 3, 3, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 };
            double[] expectedIdf = new double[] { 3.1300230121897, 5.47499588353372, 3.37514547022268, 3.64944941672828, 1.24778595799552, 3.55293187185124, 3.51446559102345, 3.99058366645531, 1.99486664093608, 2.14981153889738, 3.93823952253443, 7.05397458848311, 1.5305156679582, 1.89549416712288, 1.67430767623876, 2.73848847761748, 1.51310327710105, 1.92763248667489, 1.71763915474756, 1.30235478441275, 1.80091612834069, 3.56812973276068, 2.40192081659617, 0.834478455988147, 2.81986808388586, 2.18836506643712, 4.73158686819289, 6.02435517130196, 10.0497068620371, 5.3768780275752, 4.18040994890333, 2.32173131993155, 2.09358051082361, 4.31313456455791, 2.3769489653946, 3.3210782489524, 8.44026894960301, 4.75640203731261, 1.867986406909, 4.2207612444269, 3.00045202078127, 3.23078279676158, 4.33597405652774, 6.55319930057063, 1.52514091629146, 2.53164268080403, 3.48022544162281, 2.88576017769456, 1.77382119256275, 1.49579608768571, 1.0508285366013, 2.3120905791792, 2.26398596550248, 1.41740086352036, 1.63122964356003, 3.05669173910415, 2.83962723386632, 6.49435880054769, 4.37638359486561, 2.48858527250687, 2.23288689627255, 4.03111364754087, 2.79270415494503, 1.51036086597974, 2.59846517704943, 3.53351378599414, 2.71081872819823, 6.95866440867879, 1.06251004137513, 1.4965675438474, 7.41064953242185, 3.28351514737676, 1.41259957395553, 2.1561347885322, 2.71799189231064, 2.88576017769456, 3.92283767792292, 3.69882114532237, 2.17306840106164, 3.10755015633764, 2.96883896534632, 3.03579138722658, 5.95536229981501, 2.64238915156769, 2.5122768254506, 3.73434886051477, 2.67445108402735, 5.09387980443585, 2.72785714824875, 2.21928124421677, 2.82204436330845, 3.37894054119123, 4.44023506685215, 6.83083103716891, 3.22316163848051, 7.10526788287067, 10.0497068620371, 2.67947622023003, 3.06037159606255, 6.61571965755196, 2.56533821875098, 2.08694293186899, 2.72389935944133, 3.35020652187543, 3.94268397429485, 2.60079075949291, 2.57097203646923, 3.78061057833084, 4.43293576437053, 2.10734462436277, 2.92040931310773, 2.80333878193465, 6.64850948037495, 8.44026894960301, 4.21782438475359, 5.75924742088872, 2.45834981533856, 6.49435880054769, 4.22370675465666, 4.06829265078263, 2.63332838284418, 4.02868351268758, 3.80748359658194, 3.61035649093701, 2.52784760983548, 2.5392763056591, 5.65525770736467, 3.17861556742656, 7.56480021224911, 2.72126950914194, 2.9431007243098, 6.36082740792317, 2.96883896534632, 7.27711813979732, 3.02862289774797, 2.64908628466597, 5.03242702522218, 2.62613841777794, 6.07941494848498, 1.34338202189836, 3.03309717814289, 3.6577897486445, 5.45458701190252, 2.81264783591237, 5.23752250666469, 3.75259754210317, 2.18030514946002, 4.25669325365296, 5.40531596289573, 5.5723700475589, 3.63297457952478, 3.07522795101206, 4.29396464845019, 5.66768022736322, 5.10094697165894, 3.99292284880848, 4.28451575925226, 3.73615881576001, 6.19955926032705, 6.24304437226679, 2.13035067137649, 7.85248228470089, 3.36885218324689, 7.56480021224911, 3.64778966530992, 3.21237404735151, 2.83741239353677, 4.54844865149238, 2.19804568414784, 3.2473120987128, 3.5544413061001, 4.10953560931667, 4.07335595273917, 4.35597472323441, 2.75600914143567, 3.34284452543436, 4.47375775889079, 5.2213931247348, 1.86379938055478, 2.82787103674866, 3.24953679373491, 2.09990964587525, 2.1783956587137, 3.04029792932847, 5.32231904332477, 6.91421264610796, 3.17550836658381, 1.10620072999987, 2.19145267985108, 5.48535867056927, 2.56197310060066, 3.19640776885103, 2.33191065102352, 5.80121161998775, 4.32612176008473, 3.345292507073, 3.27662648638157, 5.51710736888385, 4.14707352863574, 3.83509876361491, 8.951094573369, 7.21649351798089, 9.35655968147716, 4.41849508021574, 4.48902523102158, 7.56480021224911, 3.06591689677897, 2.98238701338363, 2.40192081659617, 2.27191423569828, 7.85248228470089, 5.22942529643207, 2.73782069795994, 8.25794739280905, 2.93575075247107, 9.35655968147716, 1.99804730519515, 2.08659480305782, 4.24457189312062, 2.65398525343506, 2.64360348080009, 3.46215684721231, 2.05574931446354, 2.09043090192071, 2.7431754630976, 4.91390842498684, 8.951094573369, 3.52321200246632, 1.8992389504131, 2.22127050287952, 2.2786397759717, 2.36906943447617, 1.58086393156192, 2.23167892350638, 5.84501424264614, 1.78251467610496, 4.76650313329912, 2.14131970274706, 2.19338729063052, 1.87613137540295, 4.32939508542969, 3.23736176785963, 6.07941494848498, 4.39371505121725, 4.95595666123034, 4.96830249705264, 3.20595691303088, 6.52334633742094, 4.21197641487117, 4.65607931568474, 5.56107049230497, 2.07379850187157, 3.15503682260362, 2.93331271794364, 3.24509234197448, 4.80268278987662, 2.04701269975317, 2.66696041229819, 2.24831554174562, 3.95613709199197, 6.15788656392648, 3.57581616568483, 3.27662648638157, 2.92040931310773, 3.57119721982854, 7.97026532035727, 3.1631752195066, 4.02868351268758, 1.88976020645856, 6.00665559420256, 1.71571561484213, 4.81859824518252, 6.75386999603278, 2.77245913540562, 3.46629763987834, 1.90822582057969, 1.86686815127108, 4.49674727711549, 4.45128490303873, 2.74653681080031, 4.23856586906041, 3.82514843276175, 2.97474366407106, 1.84339613624309, 7.10526788287067, 1.32891997855137, 4.71698806877174, 1.76924917545455, 6.61571965755196, 6.28850674634354, 3.17861556742656, 4.66521179924802, 1.60594494870675, 6.24304437226679, 2.47105001144234, 2.35440372707354, 2.23047240817804, 2.55472062808657, 5.48535867056927, 3.55595302218542, 4.1174616745891, 2.44730552637129, 4.63360645983269, 5.77304074302105, 2.28541085558659, 3.42298911278808, 3.61516034324965, 5.21342495508563, 2.76077916751585, 3.76370876752824, 2.18260136172037, 2.79059073394001, 3.39426651166946, 7.48475750457557, 2.45885473834853, 4.29080508815983, 7.97026532035727, 3.3210782489524, 2.30038439737675, 2.37091786383795, 2.99094870951844, 3.58980240765957, 2.93737941732619, 6.22106546554801, 4.78184870297378, 2.06626679903056, 2.31777614008862, 8.10379671298179, 5.01275425962348, 6.13768385660896, 5.26221511925506, 3.6577897486445, 6.11788122931278, 2.7311673134692, 5.56107049230497, 2.04067617696738, 2.49851999474096, 2.02223033117662, 2.047682043821, 4.93771907368056, 2.7648859494685, 2.69215066112675, 3.98824994310909, 3.17965345023898, 3.70582642791078, 3.41902347639473, 2.97813349782557, 2.34941165861699, 2.82349785193643, 4.34926328864642, 4.17477613118508, 4.61162755311391, 3.07803825731132, 2.70305169886057, 4.20616244500575, 7.85248228470089, 3.14897619799193, 3.66451246303938, 2.78287951451652, 2.96631901441181, 6.95866440867879, 4.70259933131964, 2.9431007243098, 2.10770005354725, 1.99201266722152, 5.03907156794085, 4.51237259501857, 3.46906772475216, 3.96977366694152, 2.73515402971303, 4.05824231492912, 5.01275425962348, 3.53944852151396, 2.50908533337995, 6.7175023518619, 4.16082890370422, 4.39022464627748, 3.52761406386695, 3.59293720646494, 2.75736968586323, 2.65030877870575, 4.85120983077128, 4.56906793869512, 4.16360283058695, 3.94045927927274, 3.02505783158347, 3.31273990403525, 2.34715074876852, 3.31037023467993, 3.64117807097761, 7.3416566609349, 5.92257247699201, 3.18277357757522, 3.03489251076156, 4.85120983077128, 7.21649351798089, 3.93381473655407, 5.98926385149069, 4.26896334624478, 2.69534453161563, 6.38614521590746, 10.0497068620371, 5.78702698499579, 5.04576055609165, 4.5732433101056, 3.90982230981085, 5.63086625424051, 10.0497068620371, 10.0497068620371, 9.35655968147716, 3.48444189200175, 4.42208574834647, 4.89641526753933, 6.52334633742094, 2.63092597928631, 10.0497068620371, 1.60164940945573, 6.75386999603278, 5.52791828498807, 7.3416566609349, 4.29080508815983, 4.30031387612885, 5.49582997043657, 6.3361347953328, 3.68667875849664, 3.32828116124646, 5.5064120797671, 3.4774243193431, 6.00665559420256, 4.93171304962035, 5.43458634519585, 4.7414391646359, 1.91465295342554, 3.03489251076156, 6.7175023518619, 4.99985085478757, 2.88576017769456, 2.55083712806018, 3.20276372245173, 3.7023176523811, 3.20809138555951, 4.75138949548907, 2.98580290056504, 3.53499417116458, 4.49287880033757, 6.61571965755196, 4.42208574834647, 5.17450953883595, 4.95595666123034, 5.66768022736322, 2.48702561531522, 5.27902223757144, 2.32658676977077, 2.32968892160486, 4.02384088821179, 3.80748359658194, 4.15806265021133, 5.65525770736467, 2.87345233001996, 3.9766623279367, 5.01275425962348, 3.61035649093701, 2.71081872819823, 1.97039866998514, 3.58200813593275, 4.01422542951235, 3.79203927415447, 3.32948670690181, 2.97136528247944, 5.21342495508563, 1.86324243261502, 5.61889006319379, 6.09846314345568, 3.54541868850046, 4.25669325365296, 3.03759156773073, 2.95298548354235, 2.79907135013843, 3.75075761518116, 3.16011555368264, 2.56646244596326, 3.7253478996558, 4.86232105619635, 3.62483783813172, 6.61571965755196, 7.41064953242185, 8.66341250091722, 3.0585299749159, 3.1104529159956, 5.28753292723935, 6.79161032401562, 5.34017666072477, 3.86762195532047, 2.69919069020311, 3.63460990286551, 3.09889209359452, 2.45030552862129, 5.52791828498807, 5.3768780275752, 3.70407050120851, 3.1300230121897, 5.5723700475589, 4.35934740771305, 3.43766582720401, 4.7073726100723, 2.14352802164229, 4.66980950849665, 5.81560035743985, 3.69359920134122, 2.6231577896398, 2.68389402482763, 3.10273086990169, 6.49435880054769, 2.57948272613714, 6.466187923581, 2.83593855391846, 6.26551722811884, 4.18040994890333, 4.68841469632768, 6.36082740792317, 4.29080508815983, 3.59293720646494, 5.5953595657836, 3.23516396477715, 4.28765547925693, 1.60229256522879, 4.41849508021574, 3.86555797109962, 3.39169581616636, 3.91414197095537, 5.5723700475589, 3.45529340228733, 1.51585322972776, 3.68495610518519, 1.92644554291536, 5.95536229981501, 4.57743618836563, 5.47499588353372, 4.30991394985787, 3.79973161977762, 4.87922286699895, 3.87383959193135, 3.92940944308616, 4.25974669113985, 2.70563401146404, 2.61485898682511, 1.88065371210976, 3.41244883075265, 2.48494984913138, 2.52622554946361, 4.42930599631996, 4.28765547925693, 2.51547853576302, 4.52425392290532, 2.08104116157087, 3.896974167333, 4.01902160177584, 2.2786397759717, 3.3827500696079, 3.0153189321216, 3.25176644906218, 5.70590144018342, 5.77304074302105, 3.38913171219742, 3.67128067838552, 8.25794739280905, 4.31313456455791, 8.951094573369, 4.76143983134257, 6.68241103205063, 4.62917186276482, 4.64702948016483, 2.16024771263258, 3.77871843017881, 2.43440852221129, 3.14395358572564, 4.33597405652774, 3.19429806342718, 4.20906520466371, 3.48162895062513, 3.60240099949589, 4.13620385639884, 4.33927984466224, 3.88219037114877, 2.82495345626914, 2.37323321564795, 2.72061312579051, 3.42431449402915, 5.10094697165894, 6.04237367680464, 4.46245820363686, 4.01183594211497, 3.37136474738277, 3.40722006066985, 5.1080644394278, 6.07941494848498, 5.20551977557852, 7.97026532035727, 7.05397458848311, 4.73158686819289, 3.65444526392166, 5.49582997043657, 4.32612176008473, 7.48475750457557, 4.71216878233579, 3.08273972342312, 3.97436083094842, 3.20276372245173, 4.5943857466794, 6.52334633742094, 4.08870152241383, 5.21342495508563, 1.69573873172384, 3.53796153239238, 4.66980950849665, 2.72192632361548, 2.38912140033385, 5.21342495508563, 8.66341250091722, 1.88747579655593, 6.87165303168916, 3.28582195347467, 2.8590308277049, 4.12011771864721, 2.74653681080031, 3.53203558912483, 2.92764698040796, 2.8788183835246, 2.93656475333002, 3.23078279676158, 3.26864923610093, 5.05249458827299, 5.7322187485008, 5.05927427525837, 5.71897352175078, 4.5322539655724, 3.49292850587906, 2.74451864664407, 6.31203724375374, 4.7266968828987, 5.32231904332477, 2.5829073870185, 6.36082740792317, 2.21769268153164, 3.63953198007094, 3.35762311953048, 3.35762311953048, 5.00628174511786, 3.77871843017881, 5.86005212001068, 3.00045202078127, 3.86144273895452, 4.22370675465666, 6.466187923581, 1.83551244718454, 4.50452941755754, 3.7253478996558, 4.89065156282258, 8.25794739280905, 1.75916336126437, 4.17197108025747, 8.10379671298179, 4.31960707906353, 2.79765291018429, 5.27058336892558, 8.66341250091722, 4.50844331687868, 4.01902160177584, 5.93883299786379, 3.58200813593275, 5.68025900957008, 6.43878894939288, 2.81841985770949, 5.40531596289573, 3.71111278383392, 3.70056787065731, 4.6247568445557, 2.15912432738057, 2.78988725167392, 5.05249458827299, 4.29080508815983, 4.42568935584977, 6.04237367680464, 3.00132045331522, 7.65181158923874, 3.44035761886973, 5.90657213564557, 4.28138586624333, 4.42208574834647, 3.01004651217503, 4.54437532610474, 6.17850585112922, 3.52028802377488, 3.7655727009663, 6.04237367680464, 4.41135219270336, 4.45871988152625, 6.87165303168916, 8.44026894960301, 6.26551722811884, 4.50844331687868, 2.25200482652042, 5.41497787380747, 5.24568581730385, 8.44026894960301, 8.10379671298179, 6.75386999603278, 3.90982230981085, 3.61355649366768, 5.95536229981501, 7.27711813979732, 10.0497068620371, 6.38614521590746, 6.75386999603278, 8.951094573369, 8.66341250091722, 7.10526788287067, 8.66341250091722, 7.85248228470089, 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8.951094573369, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 9.35655968147716, 10.0497068620371, 10.0497068620371, 10.0497068620371, 9.35655968147716, 8.951094573369, 8.66341250091722, 10.0497068620371, 8.951094573369, 9.35655968147716, 9.35655968147716, 9.35655968147716, 9.35655968147716, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 9.35655968147716, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 8.951094573369, 9.35655968147716, 9.35655968147716, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 9.35655968147716, 10.0497068620371, 10.0497068620371, 10.0497068620371, 8.951094573369, 8.951094573369, 9.35655968147716, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 9.35655968147716, 10.0497068620371, 9.35655968147716, 9.35655968147716, 9.35655968147716, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371, 10.0497068620371 };
            
            Assert.IsTrue(expectedCounts.IsEqual(tfidf.Counts));
            Assert.IsTrue(expectedIdf.IsEqual(tfidf.InverseDocumentFrequency, 1e-10));

            string[][] queryWords = new[]
            {
                rcv1v2.Documents[21593],
                rcv1v2.Documents[18594],
                rcv1v2.Documents[22599],
                rcv1v2.Documents[20594],
            };

            var actualVectors = tfidf.Transform(queryWords, new Sparse<double>[queryWords.Length]);
            actualVectors.Divide(actualVectors.Euclidean(dimension: 1), result: actualVectors);

            var expectedVectors = new[]
            {
                Sparse.Parse("15:0.0901287677001573 69:0.0571954139954192 70:0.210218752800344 233:0.0850986470858081 259:0.121027880391649 286:0.0715363858977346 303:0.249429209552675 415:0.14162397974313 545:0.145645548163941 559:0.182095023237476 616:0.146522570970462 820:0.307791355767018 842:0.079522040060646 1188:0.117842222013815 1218:0.225405258676313 1559:0.232701534166057 1584:0.205379180934092 1674:0.12976080540152 1889:0.320373948035718 2098:0.183693721482838 2099:0.185341356143259 2298:0.0621909262571501 2506:0.173445950302445 2521:0.175709068788436 3146:0.494785800583021"),
                Sparse.Parse("14:0.0852613150858336 70:0.0397586093308393 187:0.177043642346846 199:0.110173361014774 234:0.0592879692175159 238:0.096318805429268 240:0.0843903564121492 286:0.0353047949465346 321:0.134536009000173 355:0.111743148593956 359:0.0739314572785763 482:0.0989695736572651 533:0.0402709631191778 620:0.0501436858798628 628:0.0764802202984724 675:0.166929744163659 709:0.0959996637086634 1188:0.0581577533171619 1241:0.122514950305702 1556:0.0924202859586831 1557:0.0723645591097987 1616:0.12531401380147 1751:0.102367827185389 2009:0.0769333039165536 2136:0.0858597444339552 2224:0.121943605019561 2525:0.117384090311694 2879:0.131826067391844 3368:0.0911844104812975 3865:0.42175917320715 4077:0.104743439407994 4099:0.103472623876591 6795:0.165856037204933 15525:0.237799539144798 30449:0.483009939591385 36625:0.219385022490369 38920:0.266985857510973 38921:0.266985857510973"),
                Sparse.Parse("14:0.049544321380838 24:0.0218115515868966 50:0.0390970351552111 73:0.0369224492949604 111:0.0763334966057019 133:0.131387117565807 171:0.194973231875837 336:0.0903109141002794 468:0.0870259388296381 547:0.0491564223910334 641:0.139114479879453 897:0.0658754721421682 995:0.118609134686573 1195:0.130175571333461 6873:0.231074773790165 13271:0.396134155062432 13272:0.435569227371249 13273:0.610512479067593 13616:0.295732686797535"),
                Sparse.Parse("20:0.07371923404001 24:0.112717318401053 51:0.0594816986529231 107:0.14552876952977 229:0.107505606274974 257:0.196185431089096 258:0.150962150377713 259:0.127264937021346 293:0.153913555155462 336:0.275644679310862 359:0.266710810973606 370:0.154822220845766 453:0.131695446316082 481:0.304872765105039 514:0.348424064954107 533:0.0858042219754996 547:0.106453596831333 995:0.151706258742071 1455:0.108627505674682 1664:0.143271809923002 2493:0.147646597625409 2842:0.211278949083349 3033:0.254536451132961 5310:0.486193084437325"),
            };

            string[] strs = actualVectors.Select(x => x.ToString()).ToArray();

            for (int i = 0; i < queryWords.Length; i++)
            {
                double[] e = expectedVectors[i].ToDense(tfidf.NumberOfWords);
                double[] a = actualVectors[i].ToDense(tfidf.NumberOfWords);
                Assert.IsTrue(e.IsEqual(a, rtol: 1e-4));
            }
        }
#endif

    }
}
